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Chemometrics with R

by Wehrens, Ron.
Authors: SpringerLink (Online service) Series: Use R Physical details: XIV, 285p. 99 illus. online resource. ISBN: 3642178413 Subject(s): Life sciences. | Chemistry. | Bioinformatics. | Biology %Data processing. | Statistics. | Life Sciences. | Bioinformatics. | Computer Applications in Chemistry. | Statistics for Life Sciences, Medicine, Health Sciences. | Computer Appl. in Life Sciences.
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E-Book E-Book AUM Main Library 570.285 (Browse Shelf) Not for loan

Introduction -- Part I Preliminaries: Data -- Preprocessing -- Part II Exploratory Analysis: Principal Component Analysis -- Self-Organizing Maps -- Clustering -- Part III Modelling: Classification -- Multivariate Regression -- Part IV Model Inspection: Validation -- Variable Selection -- Part V Applications: Chemometric -- Part VI Appendices: R packages Used in This Book -- References -- Index.

"Chemometrics with R" offers readers an accessible introduction to the world of multivariate statistics in the life sciences, providing a complete description of the general data analysis paradigm, from exploratory analysis to modeling to validation. Several more specific topics from the area of chemometrics are included in a special section. The corresponding R code is provided for all the examples in the book; scripts, functions and data are available in a separate, publicly available R package. For researchers working in the life sciences, the book can also serve as an easy-to-use primer on R.

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